Do it in private then. Or cry into the pillow. I know, it sounds a little cliche, but it does feel like an emotional cleansing.
Hmm, I was sad the other day for an unknown reason too. I couldn't really explain it, but I just felt so down and depressed. I guess it just kind of happens. Maybe your source of sadness will reveal itself in time.